[2025-09-25T11:14:55.926382] [QUERYOME] Starting research for query 97: 'Instructions: 
 Answer the question below. Please respond with the option letter (A, B, or C) first. (HINT: Each PubMedQA instance is composed of (1) a question which is either an existing research article title or derived from one, (2) a context which is the corresponding abstract without its conclusion, (3) a long answer, which is the conclusion of the abstract and, presumably, answers the research question, and (4) a yes/no/maybe answer which summarizes the conclusion.) 

Question:
Adjuvant radiation of stage III thymoma: is it necessary? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T11:14:55.998309] [PI] Starting research for query: 'Instructions: 
 Answer the question below. Please respond with the option letter (A, B, or C) first. (HINT: Each PubMedQA instance is composed of (1) a question which is either an existing research article title or derived from one, (2) a context which is the corresponding abstract without its conclusion, (3) a long answer, which is the conclusion of the abstract and, presumably, answers the research question, and (4) a yes/no/maybe answer which summarizes the conclusion.) 

Question:
Adjuvant radiation of stage III thymoma: is it necessary? 

Options:
{'A': 'yes', 'B': 'no', 'C': 'maybe'}'
[2025-09-25T11:14:55.999830] Saving text to bench_final/run1/pubmedqa/pubmedqa_96/pi_initial_prompt.txt
[2025-09-25T11:14:56.013247] [PI] Calling o3 for initial analysis...
[2025-09-25T11:15:00.871007] [PI] Reasoning iteration 1
[2025-09-25T11:15:00.873516] [PI] Executing function call 1: hybrid_search
[2025-09-25T11:15:00.875227] [PI] Function arguments: {'query': 'Adjuvant radiation of stage III thymoma: is it necessary?', 'k': 5, 'faiss_weight': 0.3, 'bm25_weight': 0.7, 'use_rrf': True}
[2025-09-25T11:15:00.876884] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_96/pi_iteration_1_tool_call_3_hybrid_search.json
[2025-09-25T11:15:01.345273] [PI] Function hybrid_search executed successfully
[2025-09-25T11:15:01.348149] Saving JSON to bench_final/run1/pubmedqa/pubmedqa_96/pi_iteration_1_tool_result_3_hybrid_search.json
[2025-09-25T11:15:01.353625] [PI] Continuing reasoning with 1 function responses...
[2025-09-25T11:15:21.193406] [PI] Reasoning iteration 2
[2025-09-25T11:15:21.194864] [PI reasoning] **Analyzing radiation necessity**

The article I found discusses whether adjuvant radiation is necessary for stage III thymoma. It suggests that most patients who undergo complete resection can have prolonged disease-free survival without radiation. Interestingly, radiation doesn’t seem to prevent pleural recurrences. The conclusion indicates that the routine use of adjuvant radiation after resection should be reconsidered, leaning towards “no” in answer to the necessity of radiation. The classification system uses yes/no/maybe for summarizing conclusions, which emphasizes this uncertainty.
[2025-09-25T11:15:21.196412] [PI] No function calls found in response
[2025-09-25T11:15:21.198864] [PI] No more function calls - research complete
[2025-09-25T11:15:21.200536] Saving text to bench_final/run1/pubmedqa/pubmedqa_96/pi_final_answer.txt
[2025-09-25T11:15:21.214155] [QUERYOME] Query completed successfully
